{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.0\n",
      "(551L, 128L)\n"
     ]
    }
   ],
   "source": [
    "#SIFT\n",
    "print(cv2.__version__)\n",
    "img = cv2.imread('./img/sift1.png')\n",
    "# create sift class\n",
    "sift = cv2.xfeatures2d.SIFT_create()\n",
    "# detect SIFT\n",
    "kp = sift.detect(img,None)   # None for mask\n",
    "# compute SIFT descriptor\n",
    "kp,des = sift.compute(img,kp)\n",
    "print(des.shape)\n",
    "img_sift= cv2.drawKeypoints(img,kp,outImage=np.array([]), flags=cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n",
    "cv2.imshow('lenna_sift.jpg', img_sift)\n",
    "key = cv2.waitKey()\n",
    "if key == 27:\n",
    "    cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<matplotlib.image.AxesImage at 0x8753ba8>, None)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#SIFT and Match\n",
    "img1 = cv2.imread('./img/sift1.png')\n",
    "img2 = cv2.imread('./img/sift2.png')\n",
    " \n",
    "sift = cv2.xfeatures2d.SIFT_create()\n",
    " \n",
    "kp1, des1 = sift.detectAndCompute(img1,None)#利用sift.detectAndCompute()函数找到特征点，计算描述符；\n",
    "kp2, des2 = sift.detectAndCompute(img2,None)\n",
    " \n",
    "bf = cv2.BFMatcher()#创建暴力匹配对象，cv2.BFMatcher()；\n",
    " \n",
    "matches = bf.knnMatch(des1,des2, k=2)#使用Matcher.knnMatch()获得两幅图像的K个最佳匹配；\n",
    " \n",
    "good = []\n",
    "for m,n in matches:\n",
    "    if m.distance < 0.75*n.distance: #获得的K个最佳匹配中取出来第一个和第二个，进行比值，比值小于0.75，则为好的匹配点\n",
    "        good.append([m])\n",
    " \n",
    "img3 = np.empty((300,300))\n",
    "img3 = cv2.drawMatchesKnn(img1,kp1,img2,kp2,good[:50],img3,flags=2) #采用cv2.drawMatchesKnn()函数，在最佳匹配的点之间绘制直线\n",
    "plt.imshow(img3),plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
